The AI product you evaluate is rarely the one you operate. Models degrade, pricing mechanics shift, and licence terms evolve, often without warning.

The frameworks defining AI fluency are incomplete. At scale, incomplete frameworks leave behind the people who need fluency the most.

‍Why Your AI Bill Surprises You (And Why It’s Going to Get Worse)

Turn a migration from an act of faith or opinion into an informed programme of work.

Stating that migration is expensive doesn't help anyone. The more useful question is: why is it expensive?

Policy migration carries a transaction cost that’s rarely discussed with the honesty it deserves.

We’ve been promised an AI revolution for years. The kind of revolution that replaces entire job categories overnight. The reality, so far, has been less revolutionary than…incremental.